Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 6362620 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 461.2 MiB |
| Average record size in memory | 76.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 3 |
amount is highly overall correlated with nameDest and 2 other fields | High correlation |
nameDest is highly overall correlated with amount and 2 other fields | High correlation |
newbalanceDest is highly overall correlated with amount and 2 other fields | High correlation |
newbalanceOrig is highly overall correlated with oldbalanceOrg | High correlation |
oldbalanceDest is highly overall correlated with amount and 2 other fields | High correlation |
oldbalanceOrg is highly overall correlated with newbalanceOrig | High correlation |
isFraud is highly imbalanced (98.6%) | Imbalance |
isFlaggedFraud is highly imbalanced (> 99.9%) | Imbalance |
amount is highly skewed (γ1 = 30.99394948) | Skewed |
nameOrig is uniformly distributed | Uniform |
oldbalanceOrg has 2102449 (33.0%) zeros | Zeros |
newbalanceOrig has 3609566 (56.7%) zeros | Zeros |
oldbalanceDest has 2704388 (42.5%) zeros | Zeros |
newbalanceDest has 2439433 (38.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-04 10:08:04.196709 |
|---|---|
| Analysis finished | 2025-04-04 10:12:59.545540 |
| Duration | 4 minutes and 55.35 seconds |
| Software version | ydata-profiling vv4.13.0 |
| Download configuration | config.json |
Variables
step
Real number (ℝ)
| Distinct | 743 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 243.39725 |
| Minimum | 1 |
|---|---|
| Maximum | 743 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 156 |
| median | 239 |
| Q3 | 335 |
| 95-th percentile | 490 |
| Maximum | 743 |
| Range | 742 |
| Interquartile range (IQR) | 179 |
Descriptive statistics
| Standard deviation | 142.33197 |
|---|---|
| Coefficient of variation (CV) | 0.58477232 |
| Kurtosis | 0.32907056 |
| Mean | 243.39725 |
| Median Absolute Deviation (MAD) | 92 |
| Skewness | 0.37517689 |
| Sum | 1.5486442 × 109 |
| Variance | 20258.39 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19 | 51352 | 0.8% |
| 18 | 49579 | 0.8% |
| 187 | 49083 | 0.8% |
| 235 | 47491 | 0.7% |
| 307 | 46968 | 0.7% |
| 163 | 46352 | 0.7% |
| 139 | 46054 | 0.7% |
| 403 | 45155 | 0.7% |
| 43 | 45060 | 0.7% |
| 355 | 44787 | 0.7% |
| Other values (733) | 5890739 |
| Value | Count | Frequency (%) |
| 1 | 2708 | < 0.1% |
| 2 | 1014 | < 0.1% |
| 3 | 552 | < 0.1% |
| 4 | 565 | < 0.1% |
| 5 | 665 | < 0.1% |
| 6 | 1660 | < 0.1% |
| 7 | 6837 | 0.1% |
| 8 | 21097 | |
| 9 | 37628 | |
| 10 | 35991 |
| Value | Count | Frequency (%) |
| 743 | 8 | < 0.1% |
| 742 | 14 | |
| 741 | 22 | |
| 740 | 6 | < 0.1% |
| 739 | 10 | |
| 738 | 10 | |
| 737 | 10 | |
| 736 | 14 | |
| 735 | 12 | |
| 734 | 8 | < 0.1% |
type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.5 MiB |
| 1 | |
|---|---|
| 3 | |
| 0 | |
| 4 | |
| 2 | 41432 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2237500 | |
| 3 | 2151495 | |
| 0 | 1399284 | |
| 4 | 532909 | 8.4% |
| 2 | 41432 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2237500 | |
| 3 | 2151495 | |
| 0 | 1399284 | |
| 4 | 532909 | 8.4% |
| 2 | 41432 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2237500 | |
| 3 | 2151495 | |
| 0 | 1399284 | |
| 4 | 532909 | 8.4% |
| 2 | 41432 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 2237500 | |
| 3 | 2151495 | |
| 0 | 1399284 | |
| 4 | 532909 | 8.4% |
| 2 | 41432 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 2237500 | |
| 3 | 2151495 | |
| 0 | 1399284 | |
| 4 | 532909 | 8.4% |
| 2 | 41432 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 2237500 | |
| 3 | 2151495 | |
| 0 | 1399284 | |
| 4 | 532909 | 8.4% |
| 2 | 41432 | 0.7% |
amount
Real number (ℝ)
High correlation Skewed
| Distinct | 5316900 |
|---|---|
| Distinct (%) | 83.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179861.9 |
| Minimum | 0 |
|---|---|
| Maximum | 92445517 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2224.0995 |
| Q1 | 13389.57 |
| median | 74871.94 |
| Q3 | 208721.48 |
| 95-th percentile | 518634.2 |
| Maximum | 92445517 |
| Range | 92445517 |
| Interquartile range (IQR) | 195331.91 |
Descriptive statistics
| Standard deviation | 603858.23 |
|---|---|
| Coefficient of variation (CV) | 3.3573437 |
| Kurtosis | 1797.9567 |
| Mean | 179861.9 |
| Median Absolute Deviation (MAD) | 68393.655 |
| Skewness | 30.993949 |
| Sum | 1.1443929 × 1012 |
| Variance | 3.6464476 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10000000 | 3207 | 0.1% |
| 10000 | 88 | < 0.1% |
| 5000 | 79 | < 0.1% |
| 15000 | 68 | < 0.1% |
| 500 | 65 | < 0.1% |
| 100000 | 42 | < 0.1% |
| 21500 | 37 | < 0.1% |
| 120000 | 29 | < 0.1% |
| 135000 | 20 | < 0.1% |
| 0 | 16 | < 0.1% |
| Other values (5316890) | 6358969 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 0.01 | 1 | < 0.1% |
| 0.02 | 3 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.11 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 92445516.64 | 1 | |
| 73823490.36 | 1 | |
| 71172480.42 | 1 | |
| 69886731.3 | 1 | |
| 69337316.27 | 1 | |
| 67500761.29 | 1 | |
| 66761272.21 | 1 | |
| 64234448.19 | 1 | |
| 63847992.58 | 1 | |
| 63294839.63 | 1 |
nameOrig
Real number (ℝ)
Uniform
| Distinct | 6353307 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3176678.1 |
| Minimum | 0 |
|---|---|
| Maximum | 6353306 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 317651.95 |
| Q1 | 1588331.8 |
| median | 3176672.5 |
| Q3 | 4765048.2 |
| 95-th percentile | 6035656 |
| Maximum | 6353306 |
| Range | 6353306 |
| Interquartile range (IQR) | 3176716.5 |
Descriptive statistics
| Standard deviation | 1834064.2 |
|---|---|
| Coefficient of variation (CV) | 0.57735285 |
| Kurtosis | -1.200028 |
| Mean | 3176678.1 |
| Median Absolute Deviation (MAD) | 1588358.5 |
| Skewness | -1.6452702 × 10-5 |
| Sum | 2.0211996 × 1013 |
| Variance | 3.3637914 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2964663 | 3 | < 0.1% |
| 4260723 | 3 | < 0.1% |
| 4857429 | 3 | < 0.1% |
| 5447168 | 3 | < 0.1% |
| 2575378 | 3 | < 0.1% |
| 2226120 | 3 | < 0.1% |
| 1520460 | 3 | < 0.1% |
| 3284654 | 3 | < 0.1% |
| 3609974 | 3 | < 0.1% |
| 4380559 | 3 | < 0.1% |
| Other values (6353297) | 6362590 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 6353306 | 1 | |
| 6353305 | 1 | |
| 6353304 | 1 | |
| 6353303 | 1 | |
| 6353302 | 1 | |
| 6353301 | 1 | |
| 6353300 | 1 | |
| 6353299 | 1 | |
| 6353298 | 1 | |
| 6353297 | 1 |
oldbalanceOrg
Real number (ℝ)
High correlation Zeros
| Distinct | 1845844 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 833883.1 |
| Minimum | 0 |
|---|---|
| Maximum | 59585040 |
| Zeros | 2102449 |
| Zeros (%) | 33.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14208 |
| Q3 | 107315.18 |
| 95-th percentile | 5823702.3 |
| Maximum | 59585040 |
| Range | 59585040 |
| Interquartile range (IQR) | 107315.18 |
Descriptive statistics
| Standard deviation | 2888242.7 |
|---|---|
| Coefficient of variation (CV) | 3.4636062 |
| Kurtosis | 32.964879 |
| Mean | 833883.1 |
| Median Absolute Deviation (MAD) | 14208 |
| Skewness | 5.2491364 |
| Sum | 5.3056813 × 1012 |
| Variance | 8.3419457 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2102449 | |
| 184 | 918 | < 0.1% |
| 133 | 914 | < 0.1% |
| 195 | 912 | < 0.1% |
| 164 | 909 | < 0.1% |
| 181 | 908 | < 0.1% |
| 109 | 908 | < 0.1% |
| 157 | 902 | < 0.1% |
| 146 | 899 | < 0.1% |
| 128 | 898 | < 0.1% |
| Other values (1845834) | 4252003 |
| Value | Count | Frequency (%) |
| 0 | 2102449 | |
| 0.05 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.21 | 1 | < 0.1% |
| 0.44 | 1 | < 0.1% |
| 0.67 | 1 | < 0.1% |
| 1 | 370 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.37 | 1 | < 0.1% |
| 1.38 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 59585040.37 | 1 | |
| 57316255.05 | 1 | |
| 50399045.08 | 1 | |
| 49585040.37 | 1 | |
| 47316255.05 | 1 | |
| 45674547.89 | 1 | |
| 44892193.09 | 1 | |
| 43818855.3 | 1 | |
| 43686616.33 | 1 | |
| 42542664.27 | 1 |
newbalanceOrig
Real number (ℝ)
High correlation Zeros
| Distinct | 2682586 |
|---|---|
| Distinct (%) | 42.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 855113.67 |
| Minimum | 0 |
|---|---|
| Maximum | 49585040 |
| Zeros | 3609566 |
| Zeros (%) | 56.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 144258.41 |
| 95-th percentile | 5980262.3 |
| Maximum | 49585040 |
| Range | 49585040 |
| Interquartile range (IQR) | 144258.41 |
Descriptive statistics
| Standard deviation | 2924048.5 |
|---|---|
| Coefficient of variation (CV) | 3.4194852 |
| Kurtosis | 32.066985 |
| Mean | 855113.67 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.176884 |
| Sum | 5.4407633 × 1012 |
| Variance | 8.5500596 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3609566 | |
| 5888.64 | 4 | < 0.1% |
| 15073.44 | 4 | < 0.1% |
| 5122 | 4 | < 0.1% |
| 36875.73 | 4 | < 0.1% |
| 10528.49 | 4 | < 0.1% |
| 904.13 | 4 | < 0.1% |
| 18392.51 | 4 | < 0.1% |
| 32926.52 | 4 | < 0.1% |
| 4277.69 | 4 | < 0.1% |
| Other values (2682576) | 2753018 |
| Value | Count | Frequency (%) |
| 0 | 3609566 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.21 | 1 | < 0.1% |
| 0.23 | 1 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49585040.37 | 1 | |
| 47316255.05 | 1 | |
| 43686616.33 | 1 | |
| 43673802.21 | 1 | |
| 41690842.64 | 1 | |
| 41432359.46 | 1 | |
| 40399045.08 | 1 | |
| 39585040.37 | 1 | |
| 38946233.02 | 1 | |
| 38939424.03 | 1 |
nameDest
Real number (ℝ)
High correlation
| Distinct | 2722362 |
|---|---|
| Distinct (%) | 42.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 746427.04 |
| Minimum | 0 |
|---|---|
| Maximum | 2722361 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 43209.95 |
| Q1 | 216895 |
| median | 432289 |
| Q3 | 1132509.2 |
| 95-th percentile | 2404402 |
| Maximum | 2722361 |
| Range | 2722361 |
| Interquartile range (IQR) | 915614.25 |
Descriptive statistics
| Standard deviation | 750245.52 |
|---|---|
| Coefficient of variation (CV) | 1.0051157 |
| Kurtosis | 0.15893822 |
| Mean | 746427.04 |
| Median Absolute Deviation (MAD) | 273664 |
| Skewness | 1.207225 |
| Sum | 4.7492316 × 1012 |
| Variance | 5.6286834 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 84652 | 113 | < 0.1% |
| 567820 | 109 | < 0.1% |
| 472721 | 105 | < 0.1% |
| 320660 | 102 | < 0.1% |
| 349730 | 101 | < 0.1% |
| 174831 | 101 | < 0.1% |
| 409775 | 99 | < 0.1% |
| 233498 | 99 | < 0.1% |
| 106929 | 98 | < 0.1% |
| 6969 | 97 | < 0.1% |
| Other values (2722352) | 6361596 |
| Value | Count | Frequency (%) |
| 0 | 6 | < 0.1% |
| 1 | 13 | |
| 2 | 13 | |
| 3 | 9 | |
| 4 | 16 | |
| 5 | 16 | |
| 6 | 4 | < 0.1% |
| 7 | 16 | |
| 8 | 1 | < 0.1% |
| 9 | 16 |
| Value | Count | Frequency (%) |
| 2722361 | 1 | |
| 2722360 | 1 | |
| 2722359 | 1 | |
| 2722358 | 1 | |
| 2722357 | 1 | |
| 2722356 | 1 | |
| 2722355 | 1 | |
| 2722354 | 1 | |
| 2722353 | 1 | |
| 2722352 | 1 |
oldbalanceDest
Real number (ℝ)
High correlation Zeros
| Distinct | 3614697 |
|---|---|
| Distinct (%) | 56.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1100701.7 |
| Minimum | 0 |
|---|---|
| Maximum | 3.5601589 × 108 |
| Zeros | 2704388 |
| Zeros (%) | 42.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 132705.66 |
| Q3 | 943036.71 |
| 95-th percentile | 5147229.7 |
| Maximum | 3.5601589 × 108 |
| Range | 3.5601589 × 108 |
| Interquartile range (IQR) | 943036.71 |
Descriptive statistics
| Standard deviation | 3399180.1 |
|---|---|
| Coefficient of variation (CV) | 3.0881938 |
| Kurtosis | 948.67413 |
| Mean | 1100701.7 |
| Median Absolute Deviation (MAD) | 132705.66 |
| Skewness | 19.921758 |
| Sum | 7.0033464 × 1012 |
| Variance | 1.1554425 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2704388 | |
| 10000000 | 615 | < 0.1% |
| 20000000 | 219 | < 0.1% |
| 30000000 | 86 | < 0.1% |
| 40000000 | 31 | < 0.1% |
| 102 | 21 | < 0.1% |
| 198 | 19 | < 0.1% |
| 125 | 18 | < 0.1% |
| 160 | 18 | < 0.1% |
| 132 | 18 | < 0.1% |
| Other values (3614687) | 3657187 |
| Value | Count | Frequency (%) |
| 0 | 2704388 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.33 | 1 | < 0.1% |
| 0.37 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 1 | 7 | < 0.1% |
| 1.39 | 1 | < 0.1% |
| 1.64 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 356015889.4 | 1 | |
| 355553416.3 | 1 | |
| 355381433.6 | 1 | |
| 355380483.5 | 1 | |
| 355185537.1 | 1 | |
| 328194464.9 | 1 | |
| 327998074.2 | 1 | |
| 327963024 | 1 | |
| 327852121.4 | 1 | |
| 327827763.4 | 1 |
newbalanceDest
Real number (ℝ)
High correlation Zeros
| Distinct | 3555499 |
|---|---|
| Distinct (%) | 55.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1224996.4 |
| Minimum | 0 |
|---|---|
| Maximum | 3.5617928 × 108 |
| Zeros | 2439433 |
| Zeros (%) | 38.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 214661.44 |
| Q3 | 1111909.2 |
| 95-th percentile | 5515715.9 |
| Maximum | 3.5617928 × 108 |
| Range | 3.5617928 × 108 |
| Interquartile range (IQR) | 1111909.2 |
Descriptive statistics
| Standard deviation | 3674128.9 |
|---|---|
| Coefficient of variation (CV) | 2.9992978 |
| Kurtosis | 862.15651 |
| Mean | 1224996.4 |
| Median Absolute Deviation (MAD) | 214661.44 |
| Skewness | 19.352302 |
| Sum | 7.7941866 × 1012 |
| Variance | 1.3499223 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2439433 | |
| 10000000 | 53 | < 0.1% |
| 971418.91 | 32 | < 0.1% |
| 19169204.93 | 29 | < 0.1% |
| 1254956.07 | 25 | < 0.1% |
| 16532032.16 | 25 | < 0.1% |
| 1412484.09 | 22 | < 0.1% |
| 4743010.67 | 21 | < 0.1% |
| 1178808.14 | 21 | < 0.1% |
| 7364724.84 | 21 | < 0.1% |
| Other values (3555489) | 3922938 |
| Value | Count | Frequency (%) |
| 0 | 2439433 | |
| 0.01 | 1 | < 0.1% |
| 0.33 | 1 | < 0.1% |
| 1.39 | 1 | < 0.1% |
| 1.64 | 1 | < 0.1% |
| 1.74 | 1 | < 0.1% |
| 2.15 | 1 | < 0.1% |
| 2.45 | 1 | < 0.1% |
| 2.71 | 1 | < 0.1% |
| 2.76 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 356179278.9 | 1 | |
| 356015889.4 | 1 | |
| 355553416.3 | 2 | |
| 355381433.6 | 1 | |
| 355380483.5 | 1 | |
| 355185537.1 | 1 | |
| 328431698.2 | 1 | |
| 328194464.9 | 1 | |
| 327998074.2 | 1 | |
| 327963024 | 1 |
isFraud
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.5 MiB |
| 0 | |
|---|---|
| 1 | 8213 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6354407 | |
| 1 | 8213 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6354407 | |
| 1 | 8213 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6354407 | |
| 1 | 8213 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6354407 | |
| 1 | 8213 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6354407 | |
| 1 | 8213 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6354407 | |
| 1 | 8213 | 0.1% |
isFlaggedFraud
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.5 MiB |
| 0 | |
|---|---|
| 1 | 16 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6362604 | |
| 1 | 16 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6362604 | |
| 1 | 16 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6362604 | |
| 1 | 16 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6362604 | |
| 1 | 16 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6362604 | |
| 1 | 16 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6362620 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6362604 | |
| 1 | 16 | < 0.1% |
Interactions
Correlations
| amount | isFlaggedFraud | isFraud | nameDest | nameOrig | newbalanceDest | newbalanceOrig | oldbalanceDest | oldbalanceOrg | step | type | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| amount | 1.000 | 0.014 | 0.049 | -0.607 | 0.000 | 0.670 | -0.071 | 0.595 | 0.048 | 0.001 | 0.050 |
| isFlaggedFraud | 0.014 | 1.000 | 0.043 | 0.001 | 0.001 | 0.000 | 0.005 | 0.000 | 0.003 | 0.006 | 0.005 |
| isFraud | 0.049 | 0.043 | 1.000 | 0.025 | 0.001 | 0.002 | 0.019 | 0.002 | 0.031 | 0.059 | 0.059 |
| nameDest | -0.607 | 0.001 | 0.025 | 1.000 | -0.000 | -0.643 | -0.037 | -0.606 | -0.091 | 0.004 | 0.480 |
| nameOrig | 0.000 | 0.001 | 0.001 | -0.000 | 1.000 | 0.000 | -0.001 | -0.000 | -0.000 | -0.000 | 0.000 |
| newbalanceDest | 0.670 | 0.000 | 0.002 | -0.643 | 0.000 | 1.000 | -0.094 | 0.936 | -0.008 | -0.005 | 0.027 |
| newbalanceOrig | -0.071 | 0.005 | 0.019 | -0.037 | -0.001 | -0.094 | 1.000 | 0.044 | 0.803 | -0.011 | 0.238 |
| oldbalanceDest | 0.595 | 0.000 | 0.002 | -0.606 | -0.000 | 0.936 | 0.044 | 1.000 | 0.024 | -0.005 | 0.017 |
| oldbalanceOrg | 0.048 | 0.003 | 0.031 | -0.091 | -0.000 | -0.008 | 0.803 | 0.024 | 1.000 | -0.006 | 0.213 |
| step | 0.001 | 0.006 | 0.059 | 0.004 | -0.000 | -0.005 | -0.011 | -0.005 | -0.006 | 1.000 | 0.011 |
| type | 0.050 | 0.005 | 0.059 | 0.480 | 0.000 | 0.027 | 0.238 | 0.017 | 0.213 | 0.011 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| step | type | amount | nameOrig | oldbalanceOrg | newbalanceOrig | nameDest | oldbalanceDest | newbalanceDest | isFraud | isFlaggedFraud | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 3 | 9839.64 | 757869 | 170136.00 | 160296.36 | 1662094 | 0.0 | 0.00 | 0 | 0 |
| 1 | 1 | 3 | 1864.28 | 2188998 | 21249.00 | 19384.72 | 1733924 | 0.0 | 0.00 | 0 | 0 |
| 2 | 1 | 4 | 181.00 | 1002156 | 181.00 | 0.00 | 439685 | 0.0 | 0.00 | 1 | 0 |
| 3 | 1 | 1 | 181.00 | 5828262 | 181.00 | 0.00 | 391696 | 21182.0 | 0.00 | 1 | 0 |
| 4 | 1 | 3 | 11668.14 | 3445981 | 41554.00 | 29885.86 | 828919 | 0.0 | 0.00 | 0 | 0 |
| 5 | 1 | 3 | 7817.71 | 6026525 | 53860.00 | 46042.29 | 2247218 | 0.0 | 0.00 | 0 | 0 |
| 6 | 1 | 3 | 7107.77 | 1805947 | 183195.00 | 176087.23 | 2063363 | 0.0 | 0.00 | 0 | 0 |
| 7 | 1 | 3 | 7861.64 | 2999171 | 176087.23 | 168225.59 | 2314008 | 0.0 | 0.00 | 0 | 0 |
| 8 | 1 | 3 | 4024.36 | 869140 | 2671.00 | 0.00 | 768940 | 0.0 | 0.00 | 0 | 0 |
| 9 | 1 | 2 | 5337.77 | 5407276 | 41720.00 | 36382.23 | 282960 | 41898.0 | 40348.79 | 0 | 0 |
| step | type | amount | nameOrig | oldbalanceOrg | newbalanceOrig | nameDest | oldbalanceDest | newbalanceDest | isFraud | isFlaggedFraud | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 6362610 | 742 | 4 | 63416.99 | 5623928 | 63416.99 | 0.0 | 240455 | 0.00 | 0.00 | 1 | 0 |
| 6362611 | 742 | 1 | 63416.99 | 6336783 | 63416.99 | 0.0 | 195955 | 276433.18 | 339850.17 | 1 | 0 |
| 6362612 | 743 | 4 | 1258818.82 | 1744853 | 1258818.82 | 0.0 | 139604 | 0.00 | 0.00 | 1 | 0 |
| 6362613 | 743 | 1 | 1258818.82 | 1432154 | 1258818.82 | 0.0 | 71274 | 503464.50 | 1762283.33 | 1 | 0 |
| 6362614 | 743 | 4 | 339682.13 | 3332123 | 339682.13 | 0.0 | 251708 | 0.00 | 0.00 | 1 | 0 |
| 6362615 | 743 | 1 | 339682.13 | 5651847 | 339682.13 | 0.0 | 505863 | 0.00 | 339682.13 | 1 | 0 |
| 6362616 | 743 | 4 | 6311409.28 | 1737278 | 6311409.28 | 0.0 | 260949 | 0.00 | 0.00 | 1 | 0 |
| 6362617 | 743 | 1 | 6311409.28 | 533958 | 6311409.28 | 0.0 | 108224 | 68488.84 | 6379898.11 | 1 | 0 |
| 6362618 | 743 | 4 | 850002.52 | 2252932 | 850002.52 | 0.0 | 319713 | 0.00 | 0.00 | 1 | 0 |
| 6362619 | 743 | 1 | 850002.52 | 919229 | 850002.52 | 0.0 | 534595 | 6510099.11 | 7360101.63 | 1 | 0 |